{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a09c7a98",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.style.use(\"ggplot\")\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.family'] = 'SimHei'\n",
    "plt.rcParams['axes.unicode_minus'] = False   # 步骤二（解决坐标轴负数的负号显示问题）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "31a0bf71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20100104</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>3535.229</td>\n",
       "      <td>3592.468</td>\n",
       "      <td>3597.748</td>\n",
       "      <td>3535.229</td>\n",
       "      <td>66101080.0</td>\n",
       "      <td>9.341984e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100105</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>3564.038</td>\n",
       "      <td>3545.186</td>\n",
       "      <td>3577.526</td>\n",
       "      <td>3497.661</td>\n",
       "      <td>85809641.0</td>\n",
       "      <td>1.283024e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100106</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>3541.727</td>\n",
       "      <td>3558.700</td>\n",
       "      <td>3588.832</td>\n",
       "      <td>3541.173</td>\n",
       "      <td>78473125.0</td>\n",
       "      <td>1.210460e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100107</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>3471.456</td>\n",
       "      <td>3543.160</td>\n",
       "      <td>3558.556</td>\n",
       "      <td>3452.769</td>\n",
       "      <td>80350037.0</td>\n",
       "      <td>1.204362e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100108</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>3480.130</td>\n",
       "      <td>3456.908</td>\n",
       "      <td>3482.083</td>\n",
       "      <td>3426.698</td>\n",
       "      <td>60790253.0</td>\n",
       "      <td>9.019096e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               code     close      open      high       low      volume  \\\n",
       "date                                                                      \n",
       "20100104  000300.SH  3535.229  3592.468  3597.748  3535.229  66101080.0   \n",
       "20100105  000300.SH  3564.038  3545.186  3577.526  3497.661  85809641.0   \n",
       "20100106  000300.SH  3541.727  3558.700  3588.832  3541.173  78473125.0   \n",
       "20100107  000300.SH  3471.456  3543.160  3558.556  3452.769  80350037.0   \n",
       "20100108  000300.SH  3480.130  3456.908  3482.083  3426.698  60790253.0   \n",
       "\n",
       "                amount  \n",
       "date                    \n",
       "20100104  9.341984e+07  \n",
       "20100105  1.283024e+08  \n",
       "20100106  1.210460e+08  \n",
       "20100107  1.204362e+08  \n",
       "20100108  9.019096e+07  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/csv/000300.SH.csv')\n",
    "df['date']=df['date'].apply(lambda x:str(x))\n",
    "df.set_index('date',inplace=True)\n",
    "df.sort_index(ascending=True,inplace=True)\n",
    "df = df[df.index>'20100101']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "aed34d96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17c2af8a7c8>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['fast_sma'] = df['close'].rolling(50).mean()\n",
    "df['slow_sma'] = df['close'].rolling(200).mean()\n",
    "df['diff_sma'] = df['fast_sma'] - df['slow_sma']\n",
    "df['signal'] = np.where(df['diff_sma']>0,1,0)\n",
    "df['signal'] = np.where(df['diff_sma']<0,-1,df['signal'])\n",
    "\n",
    "df[\"returns\"] = np.log(df[\"close\"] / df[\"close\"].shift(1))\n",
    "df[\"strategy\"] = df[\"signal\"].shift(1) * df[\"returns\"]\n",
    "\n",
    "fig, ax = plt.subplots(nrows=3, ncols=1, figsize=(12, 15), sharex=True)\n",
    "\n",
    "ax[0].plot(df.index, df[\"close\"])\n",
    "ax[0].plot(df.index, df[\"fast_sma\"])\n",
    "ax[0].plot(df.index, df[\"slow_sma\"])\n",
    "ax[0].set_title(\"收盘价与指标\")\n",
    "\n",
    "ax[1].plot(df.index, df[\"signal\"])\n",
    "ax[1].set_title(\"策略仓位\")\n",
    "\n",
    "df[[\"returns\", \"strategy\"]].cumsum().plot(ax=ax[2], title=\"回测收益\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f2d765f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17c08032e88>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['n1_high'] = df['close'].rolling(42).max().shift(1)\n",
    "df['n2_low'] = df['close'].rolling(21).min().shift(1)\n",
    "df[['close','n1_high','n2_low']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "364e98c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False    2789\n",
      "True      305\n",
      "Name: buy_signal, dtype: int64\n",
      "False    2773\n",
      "True      321\n",
      "Name: sell_signal, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "df['buy_signal'] = df.close>df.n1_high\n",
    "df['sell_signal'] = df.close<df.n2_low\n",
    "print(df['buy_signal'].value_counts())\n",
    "print(df['sell_signal'].value_counts())\n",
    "df['signal'] = np.where(df['n1_high']>df['close'],1,0)\n",
    "df['signal'] = np.where(df['close']<df['n2_low'],-1,df['signal'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1f5e9c17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17c4635ae48>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x1500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"returns\"] = np.log(df[\"close\"] / df[\"close\"].shift(1))\n",
    "df[\"strategy\"] = df[\"signal\"].shift(1) * df[\"returns\"]\n",
    "\n",
    "fig, ax = plt.subplots(nrows=3, ncols=1, figsize=(12, 15), sharex=True)\n",
    "\n",
    "ax[0].plot(df.index, df[\"close\"])\n",
    "ax[0].plot(df.index, df[\"n1_high\"])\n",
    "ax[0].plot(df.index, df[\"n2_low\"])\n",
    "ax[0].set_title(\"收盘价与指标\")\n",
    "\n",
    "ax[1].plot(df.index, df[\"signal\"])\n",
    "ax[1].set_title(\"策略仓位\")\n",
    "\n",
    "df[[\"returns\", \"strategy\"]].cumsum().plot(ax=ax[2], title=\"回测收益\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e1aa3cb4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
